Text-to-Image Generation on Stable Diffusion v1.5
5.03FID (5k)PeRFlow
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PeRFlowSteps=8, Base Model=SD-v1.52024.05 | 5.03 | — | — | |
| PeRFlowSteps=4, Base Model=SD-v1.52024.05 | 8.28 | — | — | |
| InstaFlowSteps=8, Base Model=SD-v1.52024.05 | 10.45 | — | — | |
| RestartSteps=66, Classifier-free guidance weight (w)=22023.06 | 13.16 | 0.2987 | 5.19 | |
| DDPMSteps=200, Classifier-free guidance weight (w)=22023.06 | 13.22 | 0.2999 | 5.19 | |
| DDPMSteps=100, Classifier-free guidance weight (w)=22023.06 | 13.53 | 0.3012 | 5.2 | |
| DDIMSteps=50, classifier-free guidance weight=32023.06 | 14.28 | 0.3056 | 5.22 | |
| DDIMSteps=100, classifier-free guidance weight=32023.06 | 14.3 | 0.3056 | 5.22 | |
| RestartSteps=66, classifier-free guidance weight=32023.06 | 14.48 | 0.3079 | 5.25 | |
| DDPMSteps=200, classifier-free guidance weight=32023.06 | 15.13 | 0.3131 | 5.28 | |
| DDIMSteps=100, Classifier-free guidance weight (w)=22023.06 | 15.35 | 0.292 | 5.15 | |
| HeunSteps=101, classifier-free guidance weight=32023.06 | 15.4 | 0.3026 | 5.21 | |
| HeunSteps=51, classifier-free guidance weight=32023.06 | 15.63 | 0.3022 | 5.2 | |
| LCM-LoRASteps=4, Base Model=SD-v1.52024.05 | 15.63 | — | — | |
| DDPMSteps=100, classifier-free guidance weight=32023.06 | 15.72 | 0.3129 | 5.28 | |
| DDIMSteps=50, Classifier-free guidance weight (w)=22023.06 | 16.08 | 0.2905 | 5.13 | |
| RestartSteps=66, Classifier-free guidance weight (w)=5, Resolution=512 x 5122023.06 | 16.21 | 0.3179 | 5.33 | |
| HeunSteps=51, Classifier-free guidance weight (w)=5, Resolution=512 x 5122023.06 | 16.26 | 0.3135 | 5.28 | |
| HeunSteps=101, Classifier-free guidance weight (w)=5, Resolution=512 x 5122023.06 | 16.38 | 0.3136 | 5.29 | |
| DDIMSteps=50, Classifier-free guidance weight (w)=5, Resolution=512 x 5122023.06 | 16.6 | 0.3154 | 5.31 | |
| InstaFlowSteps=4, Base Model=SD-v1.52024.05 | 16.67 | — | — | |
| DDIMSteps=100, Classifier-free guidance weight (w)=5, Resolution=512 x 5122023.06 | 16.8 | 0.3157 | 5.31 | |
| HeunSteps=101, Classifier-free guidance weight (w)=22023.06 | 18.21 | 0.2871 | 5.15 | |
| HeunSteps=51, Classifier-free guidance weight (w)=22023.06 | 18.8 | 0.2865 | 5.14 | |
| DDPMSteps=200, Classifier-free guidance weight (w)=5, Resolution=512 x 5122023.06 | 18.88 | 0.32 | 5.35 | |
| DDPMSteps=100, Classifier-free guidance weight (w)=5, Resolution=512 x 5122023.06 | 19.62 | 0.3197 | 5.36 | |
| LCM-LoRASteps=8, Base Model=SD-v1.52024.05 | 21.19 | — | — |